← Back to Skills Marketplace
CSV Data Analyzer
by
underbench2-gif
· GitHub ↗
· v1.0.0
901
Downloads
0
Stars
3
Active Installs
1
Versions
Install in OpenClaw
/install ub2-csv-data-analyzer
Description
Load, explore, clean, analyze, and visualize CSV data to provide statistical summaries, correlations, filtered views, and charts for insights.
Usage Guidance
This skill is internally consistent and appears to do what it says. Before installing or using it: 1) Ensure the execution environment has Python with pandas and matplotlib (the skill will not install them). 2) Be deliberate about what CSVs you upload—CSV files can contain sensitive data (credentials, PII); the skill will read the full file and may write cleaned CSVs and PNGs to the environment. 3) Confirm where output files are saved and whether that storage is private/trusted. 4) If you lack the necessary Python packages, either provision an isolated environment with them or decline until you can run it in a controlled environment. No scanner findings were present because this is instruction-only (no code files) — that is expected but also means runtime behavior depends on the agent environment and available libraries.
Capability Analysis
Type: OpenClaw Skill
Name: ub2-csv-data-analyzer
Version: 1.0.0
The skill bundle appears benign. The `_meta.json` contains standard metadata, and the `SKILL.md` describes a legitimate CSV data analysis tool. There are no indicators of prompt injection, data exfiltration, malicious execution, or persistence within the provided files. The stated requirements for Python, pandas, and matplotlib, along with file I/O for CSVs and PNGs, are consistent with the skill's declared purpose.
Capability Assessment
Purpose & Capability
The name/description (CSV analysis) matches the runtime instructions: loading CSVs, cleaning, statistics, grouping, correlations, and charts. The only external dependency mentioned (Python with pandas and matplotlib) is appropriate and expected for this purpose.
Instruction Scope
SKILL.md confines actions to reading user-supplied CSV files, performing data cleaning/analysis, generating summaries, saving PNG charts, and exporting cleaned CSVs. It does not instruct the agent to read unrelated system files, environment variables, or to transmit results to external endpoints.
Install Mechanism
There is no install spec (instruction-only), which is the lowest-risk model. The skill expects required Python libraries to already exist; it does not download or run external installers.
Credentials
No environment variables, credentials, or config paths are requested. The only resource access implied is the user-provided CSV file(s) and the ability to write output files (PNGs, CSVs), which is proportionate to the stated function.
Persistence & Privilege
always is false and the skill does not request persistent or elevated privileges or modifications to other skills. Autonomous invocation is allowed by default but is not combined with broad credential access or other red flags.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install ub2-csv-data-analyzer - After installation, invoke the skill by name or use
/ub2-csv-data-analyzer - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
Initial release of the CSV Data Analyzer skill:
- Load and inspect CSV files, detecting column types and displaying structure.
- Clean data by handling missing values, duplicates, and type inconsistencies.
- Generate descriptive statistics (mean, median, mode, etc.) for numeric columns.
- Filter and group data, including aggregation by categories.
- Perform correlation analysis between numeric variables.
- Create visualizations (bar, line, scatter, histogram) and save charts as PNG files.
- Export cleaned datasets as new CSV files and provide key insights in plain language.
Metadata
Frequently Asked Questions
What is CSV Data Analyzer?
Load, explore, clean, analyze, and visualize CSV data to provide statistical summaries, correlations, filtered views, and charts for insights. It is an AI Agent Skill for Claude Code / OpenClaw, with 901 downloads so far.
How do I install CSV Data Analyzer?
Run "/install ub2-csv-data-analyzer" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is CSV Data Analyzer free?
Yes, CSV Data Analyzer is completely free (open-source). You can download, install and use it at no cost.
Which platforms does CSV Data Analyzer support?
CSV Data Analyzer is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created CSV Data Analyzer?
It is built and maintained by underbench2-gif (@underbench2-gif); the current version is v1.0.0.
More Skills